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Recommendation techniques is now a day's very important. various kinds of recommendations are done on the Web, example movies, music, images, books recommendations, query suggestions and tags recommendations, etc. it is not important that what kind of data sources are used for the recommendations, these data sources can be modeled or taken in the various types of graphs. In this paper, We are discussing a general framework on Web graphs mining based recommender system for Query, Image-tags and Social Network using Query Suggestion Algorithm and Heat Diffusion Method 1) we first propose a novel diffusion method which shows similarities between different nodes and generates recommendations; 2) secondly we illustrate Architecture of web graph mining base recommender system which function for query, image and social network using three different data sets respectively 3) And at the end we illustrate the design using UML diagrams as a Visual models for the same; Hao Ma, Irwin King et al in their paper "Mining Web Graphs for Recommendations" have proposed a system for query suggestion and image recommendation using heat diffusion by taking reference of that we are adding a social recommendation. Aim of this paper is to review heat diffusion and depict the architecture and design for the proposed system.

iosr journal of computer engineering

Design and Architecture for Web Graph Mining Base Recommender System for Query, Image and Social Network using Query Suggestion Algorithm and Heat Diffusion Method